and Transformers Using TensorFlow

本書總的指導思想是在掌握深度學習的基本知識和特性的基礎上，培養使用TensorFlow進行實際編程以解決圖像處理相關問題的能力。全書力求深入淺出，通過通俗易懂的語言和詳細的程序分析，介紹TensorFlow的基本用法、高級模型設計和對應的程序編寫。 本書共22章，內容包括Python類庫的安裝和使用、TensorFlow基本數據結構和使用、TensorFlow數據集的創建與讀取、人工神經網絡、反饋神經網絡、全卷積神經網絡的理論基礎、深度學習模型的創建、模型的特性、算法、ResNet、Slim、GAN等。本書強調理論聯繫實際，重點介紹TensorFlow編程解決圖像識別的應用，提供了大量數據集，並以代碼的形式實現了深度學習模型，以供讀者參考。 本書既可作為學習人工神經網絡、深度學習、TensorFlow程序設計以及圖像處理等相關內容的程序設計人員培訓和自學用書，也可作為高等院校和培訓機構相關專業的教材。

本书内容包括：生成对抗神经网络综述；TensorFlow 2.0安装；神经网络原理；TensorFlow 2.0开发入门；常用数据集；DCGAN；CGAN；InfoGAN；SGAN；CycleGAN。

內容簡介:【嚴選經典】美國矽谷創業家/全球科技大廠與業界指定工研院顧問講師親自錄製231支影音教學影片，如臨現場授課！【聯合推薦】嘉義基督教醫院兒童醫學部主任、嘉基創新育成中心主任周信旭醫師Eco-City智慧生活科技區域整合中心執行長、國立交通大學土木工程系曾仁杰教授台北榮民總醫院神經外科、國立陽明大學研究所兼任助理教授關艾琛醫師本書為作者柯博文老師繼《Python+TensorFlow人工智慧、機器學習、大數據｜超炫專案與完全實戰》規劃的進階書籍，歷經業界頂尖的工程師學員多次考驗，實戰多年後才匯集成冊。包含Python、機器學習、人工智慧、TensorFlow、Keras、OpenCV等相關API的使用方法，且每個範例都是實戰程式。◎提供豐富的線上下載：204個範例程式、231支影音教學影片。◎介紹人工智慧的開發技巧，並且近乎100%準確度。◎大量使用業界數據、OpenData開放資料進行分析和預測，上百萬種數據讓你應用。◎以Python撰寫類神經的數學公式，讓讀者理解人工智慧演算法的來龍去脈，進而調整數學式讓準確度更好。◎範例豐富多元，將人工智慧運用在農業、氣象預報、手寫OCR、圖片學習等人工智慧實戰。◎結合Tensorflow.Keras和OpenCV自行產生數據庫，使用WebCam即時辨識圖片，並且實際應用在專案中。◎使用最新高難度的VGG16、VGG19、ResNet50、Xception、Inception、DenseNet121、FastR-CNN等演算法，並訓練自己的物件，使用COCO和ImageNet辨識近萬種物體。

強化學習可說是能自我演進的機器學習，能帶領我們達到真正的人工智慧。本書好讀又容易上手，運用了大量Python範例來從頭解釋所有東西。 本書從強化學習的簡介開始，接著是OpenAI Gym與TensorFlow。您會認識各種RL演算法與重要觀念，例如Markov決策過程、蒙地卡羅法與動態規劃，包括價值迭代與策略迭代。本書提供了非常豐富的範例幫助您認識各種深度強化學習演算法，例如競爭DQN、DRQN、A3C、PPO與TRPO。您還會學到想像增強代理、透過人類偏好來學習、DQfD、HER以及更多強化學習的最新發展。 本書精彩內容： ．理解強化學習方法、演算法與重要元素的相關基礎 ．使用OpenAI Gym與TensorFlow來訓練代理 ．理解Markov決策過程、Bellman最佳化與TD學習 ．運用多種演算法來解決多臂式吃角子老虎問題 ．熟悉各種深度學習演算法，如RNN、LSTM、CNN與其應用 ．使用DRQN演算法來建置智能代理來玩毀滅戰士遊戲 ．使用DDPG來教導代理來玩月球冒險遊戲 ．使用競爭DQN來訓練代理來玩賽車遊戲

本書主要闡述了當前機器智能的熱點技術——深度學習和強化學習技術的原理。在此基礎上，介紹AlphaGo結合深度學習和強化學習技術，如何戰勝人類圍棋大師的原理。接下來，將深度學習的理論轉化為實踐，給出如何通過掌握TensorFlow和Keras深度學習框架，制作聲控智能硬件的例子，同時給出機器視覺的物件檢測案例，指導讀者逐步學習使用深度學習技術。本書的主要特點是實踐操作，用實用可運行的案例來上手。本書可作為實踐入門指導書，適用于對機器智能有興趣的高年級本科生，也適合于對機器智能有興趣的人員參考。

Terisa and her friends visit a forest for the first time and explore it using their senses. They ...

So many mithai boxes to count, so little time! Can Ranjita and Vikram do it? Yes, using a cool ma...

The book presents an innovative method that will free you from using the trial-and-error method of finding solutions to your problems, pointing you in the direction of a strong solution. This is a targeted search method. You will save time and effort, and you will get a solution without disadvantages using this method. The method has five steps, so it is easy to use, and easy to get good results. It has been refined and improved over 40 years by incorporating what we learned from using it, and incorporating the experiences of many others. This book should be useful to engineers, scientists, students, inventors, and people solving complex problems in business, government, and social environments, as well as everyday problem solvers.

本書涵蓋的內容有 ★線上平台COLAB使用教學 ★本機電腦Jupyter使用教學 ★基本運算、變數與字串 ★串列、元組、集合與字典 ★流程控制if else ★流程控制for與while ★函數、類別與物件 ★資料夾與檔案處理 ★txt、csv、json文件的讀寫 ★基礎套件的使用 ★Numpy的使用 ★OpenCV的使用 ★完整Tensorflow安裝流程 ★Tensorflow的使用 ★類神經網路(ANN)原理與實作 ★卷積神經網路(CNN)原理與實作 ★模型可視化工具Netron的使用 ★口罩識別模型教學 ★影像串流與實時口罩識別 這是一本想給非資電領域或初學者的入門書籍，內容從基礎語法開始，使用日常所見的比喻協助理解，在AI類神經網路的基礎部分，使用大家都熟悉的二元一次方程式來切入，多以圖表來說明概念，避免艱澀的數學推導，一步一步講解建立深度學習模型的步驟，書本最後還帶入口罩識別模型的教學實例，協助讀者從頭到尾完成一個專題，讓AI更貼近你我的生活。

本书共分11章，内容包括人工智能概述、AI产业、数据、机器学习概述、模型、机器学习算法、深度学习、TensorFlow、神经网络、知识图谱、数据挖掘，以及银行业、医疗行业、公共安全、制造业等行业人工智能应用情况。附录给出了极有参考价值的人工智能术语列表。

An individual’s health depends on their personal lifestyle and living conditions, which are influenced by a host of complex physical, social, and economic determinants. The same is true of organisational and community health. This book explains the Healthy Settings Approach as a means to define population and health standards as well as a framework to promote and evaluate health in daily living activities. The determinants affecting public health go beyond the availability and quality of healthcare, and a concerted effort from all sectors of the community is required to bring about sustained improvements. Using the Healthy Settings Approach to facilitate the “right to health”, this book argues that promoting health in multiple and varied settings concurrently will ensure healthy living throughout the community and, ultimately, the world. The author uses real life experiences from different countries, with a focus on Hong Kong, and discusses many initiatives that have been enacted (alth

【聯合推薦】 嘉義基督教醫院兒童醫學部兒童腎臟科主任、嘉基創新育成中心主任周信旭醫師 Eco-City智慧生活科技區域整合中心執行長、國立交通大學土木工程系曾仁杰教授 台北榮民總醫院關艾琛醫師 【嚴選經典】美國矽谷創業家/全球科技大廠與業界指定工研院顧問講師之PythonTensorFlow人工智慧機器學習入門鉅作! 本書為作者柯博文老師在各大企業教授Python、機器學習、人工智慧的課程內容匯集而成。歷經業界頂尖的工程師學員多次考驗，實戰多年後才匯集成冊。內容包含：Python、機器學習、人工智慧、TensorFlow、Keras、OpenCV等相關API的使用方法。並提供了203個範例程式，與169支影音教學影片。 ◎以豐富的範例淺顯易懂的解說Python程式語言，並加入詳細的程式註解，使讀者瞭解每個程式的動作。 ◎介紹業界統計分析相關的機器學習資料分析程式，並大量使用業界數據，進行分析和預測。 ◎使用Tensorflow.Keras實踐人工智慧，以MLP類神經的原理和案例，讓讀者瞭解如何修改程式，才能達到百分百的準確率的目標，並用CNN的手寫辨識方法，結合OpenCV達到學習人工智慧，並且實際應用在生活中。

Using the insurrection by the Malayan Communist Party (1948-1960) as an example, this book argues that resorting to violence sped up the decolonisation of British Malaya, begging the question: if a late colonial state was subjective, then how did it claim a sufficiently objective mantle to rule and how did ideological techniques enable this?

Having analysed the most common English errors made in over 600 academic papers written by Chinese undergraduates, postgraduates, and researchers, Steve Hart has written an essential, practical guide specifically for the native Chinese speaker on how to write good academic English. English Exposed: Common Mistakes Made by Chinese Speakers is divided into three main sections. The first section examines errors made with verbs, nouns, prepositions, and other grammatical classes of words. The second section focuses on problems of word choice. In addition to helping the reader find the right word, it provides instruction for selecting the right style too. The third section covers a variety of other areas essential for the academic writer, such as using punctuation, adding appropriate references, referring to tables and figures, and selecting among various English date and time phrases. Using English Exposed will allow a writer to produce material where content and ideas—not language mist

The genre of poems that may be read both forward and backward, producing different creations was known as the “flight of wild geese.” These poems were often sent so that a distant lover, like the migrating birds, would return. Its greatest practitioner, and the focus of this critical anthology, is Su Hui, a woman who, in the 4th Century, embroidered a silk for her distant husband using a grid of 840 characters that created perhaps 12,000 ways to read this poem. With examples from the 3rd to the 19th centuries, Michele Metail describes reversible poems as “a singular adventure at the edge of meaning, of language, and of writing.”

本書面向所有對機器學習與資料挖掘的實踐及競賽感興趣的讀者，從零開始，以Python編程語言為基礎，在不涉及大量數學模型與複雜編程知識的前提下，逐步帶領讀者熟悉並且掌握當下最流行的機器學習、資料挖掘與自然語言處理工具，如Scikitlearn、NLTK、Pandas、gensim、XGBoost、Google Tensorflow等。 全書共分4章。第1章簡介篇，介紹機器學習概念與Python編程知識；第2章基礎篇，講述如何使用Scikitlearn作為基礎機器學習工具；第3章進階篇，涉及怎樣借助高級技術或者模型進一步提升既有機器學習系統的性能；第4章競賽篇，以Kaggle平臺為物件，幫助讀者一步步使用本書介紹過的模型和技巧，完成三項具有代表性的競賽任務。

Kung Fu has evolved from a traditional means of defence to become a system of attacking and defending oneself, with or without weapons, exercising the body and maintaining good physical and mental health. As such, these practices have found an international following. Yet what has remained a largely unexplored area is the scientific principles behind these martial arts. This book not only covers the brief history of Chinese martial arts, but also brings together the wisdom of a Kung Fu grand master with a scientist and teacher to explain the scientific reasons why Kung Fu is the powerful practice that it is. Using the principles of physics, biomechanics and biology, with a number of drawings showing some basic postures of Kung Fu, the authors present a deep understanding of how the styles, the specific movements and methods of attack and defence operate.

Candlestick technical analysis is an old trading technique that tracks the short-term price movements by employing the relationship between open, high, low, and close prices. The purpose of this thesis is to examine the predictive power of candlestick trading strategies by using the Taiwan 151 component stocks daily data for the period from 2 January 1992 to 31 December 2009. The main contribution of this thesis is using a fourprice- level approach to categorize the single-line patterns constructed by candlestick charting in a systematical manner. The approach adopted in this thesis permits us to release for the limitation of recognition in a manner not previously possible. Moreover, we not only consider transaction costs and risk but also mitigate data-snooping problems conscientiously by several appropriate methods, including the bootstrap methodology and sub-sample and out-of-sample tests. We find evidence that four patterns are profitable for the Taiwan stock market after transacti

This book’s discussion is based on Habermas’s Theory of Communicative Action. Jürgen Habermas, is known for his work on the concept of modernity, particularly with respect to the discussions of rationalization originally set forth by Max Weber; arguing it has a limited view of human action. By using and to extend the concept of Habermas’s Theory, Chan handles this book by focusing how social reproduction was possible in school education, how school education was worked in general, and how school education was developed. This book focuses on how social reproduction was possible in school education, how school education was worked in general, and how school education was developed. In this book, Chan states that, “(i)n my personal experience as a secondary school teacher in Hong Kong, I observed that many of my students with little family support were not admitted into higher education. They entered into the job world after completing their secondary studies. I wondered whether, in my

Detective stories in which the great Thomas Carnacki investigates the supernatural using scientif...

Using language with elements of the medieval tales which were his models, Morris tells the story ...

Li shang wanglai is a phrase that combines practice and principle. It is what others have discussed as Confucianism. But it is the summation of what is practised in daily life and without the leadership of an elite intelligentsia. With this phrase the author has brought together what had been separately discussed: the social philosophy of bao (asymmetrical reciprocity), the central importance of mianzi and lian (face), the moral economy of renqing (human relationships of fellow-feeling), the art of making guanxiwang (social networks), and much else. She shows how they work together in what might be called a discursive constellation. Using sociological and anthropological theorisations of reciprocal relations in China and Japan, she creates a framework of four dimensions, namely, principled rational calculation, human-feeling, moral, and religious, and four kinds of relationships, namely, instrumental, expressive, negative and generous.

The Tropic of Cancer Sustainability Belt Sustainability is a global trend, and a global lingua franca. How can Taiwan use sustainability to tell our story on an international stage? How can Taiwan create a sustainability brand that is equipped with a global perspective? The National Park Service (NPS) considers the Tropic of Cancer a great place to start. By connecting the dots of Taiwan’s mountain resources, ocean resources, and sustainability partners into a line, and then making that line into a belt, we can turn the Tropic of Cancer – which many think of as just a bunch of geographic markers – into a whole new window for getting to know Taiwan. As the 180km north-south Tropic of Cancer Belt crosses Taiwan, it crosses coasts, wetlands, foothills, high mountains, oceans, cities, and villages. Along the way, it encompasses every form of ecology, life, and production, forming world-class environmental marvels. The NPS is using the Tropic of Cancer Sustainability Belt project to put

Mindfulness and meditation, practices that are rooted in Buddhism, have become mainstream treatments in counseling and psychotherapy that provide evidence of successful outcomes among secular clients. However, for clients from non-Western backgrounds, dissociating mindfulness practice from the core Buddhist teachings can dilute the transformative power of these practices, causing cultural confusion and lowering the effectiveness of treatment. This book is the first to present Early Buddhist Teachings as a theoretical orientation for the millions of individuals affiliated with Buddhism to create a culturally congruent counseling model. Using original sources in Pāli, it explores key Buddhist concepts such as dependent co-arising, non-self, impermanence, and many others. The authors then compare them with Western psychological concepts, furthering ongoing dialogue between Buddhism and psychotherapy and fostering powerful integrations. This volume also demonstrates how to use the Buddhi

https://youtu.be/rXeKT66qd_s ★☆★深度學習暢銷好書2025全新改版★☆★ 本書專為想掌握深度學習核心概念卻不希望陷入繁瑣數學推導的讀者而設計，以「以程式設計取代定理證明」為宗旨，透過實作引導理解，縮短學習曲線，提升學習趣味與成就感。 內容著重於演算法的觀念理解，輔以大量圖解說明，捨棄冗長的理論鋪陳，讓讀者能夠輕鬆掌握深度學習的核心原理。全書提供完整範例程式與多種演算法的實務應用，強調實用性與延伸性，期盼能激發讀者靈感，將所學應用於實際專案或產品開發中。 本次改版翻修實作的範例程式，並新增更多應用實例及演算法說明，例如Transformer、Diffusion Model等。 《深度學習最佳入門與專題實戰：理論基礎與影像篇》內容包括：深度學習導論、神經網路原理、TensorFlow 基礎操作、物件偵測、生成式 AI、生成對抗網路、擴散模型等，全面涵蓋深度學習的基礎知識與影像應用領域。 適合讀者 ►深度學習的入門者：必須熟悉Python 程式語言及機器學習基本概念。 ►資料工程師：以應用系統開發為職志，希望能應用各種演算法，進行實作。 ►資訊工作者：希望能擴展深度學習知識領域。 ►從事其他領域的工作，希望能一窺深度學習奧秘者。

Women We Love: Femininities and the Korean Wave is an edited volume exploring femininities in and around the Korean Wave since 2000. While studies on the Korean Wave are abundant, there is a dearth of thought put toward the female-identifying stars, characters, and fans who shape and lead this crucial cultural movement. This collection of essays is one of the first works to focus on gender and the key female actors of this global phenomenon. Using “women” as an inclusive term extending to all those who self-define as women, this volume examines the role of women in K-pop and K-drama industries and fandom spaces, encompassing crucial intersectional topics such as queering of gender, dissemination of media, and fan culture. In addition to the communities engaged with visual culture of the Korean Wave, the audience for Women We Love will reflect the contributors to this text. They are K-pop and K-drama fans, queer, international; they are also academics of Asian histories, sociology, gen

In Modern Chinese Counter-Enlightenment: Affect, Reason, and the Transcultural Lexicon, Peng Hsiao-yen argues that a trend of Counter-Enlightenment had grown from the late Qing to the May Fourth era in the 1910s to the 1920s and continued to the 1940s. She demonstrates how Counter-Enlightenment was manifested with case studies such as Lu Xun’s writings in the late 1900s, the Aesthetic Education movement from the 1910s to 1920s, and the Science and Lifeview debate in the 1920s. During the period, the life philosophy movement, highlighting the epistemic debate on affect and reason, was connected with its counterparts in Germany, France, and Japan. The movement had widespread and long-term impact on Chinese philosophy and literature. Using the transcultural lexicon as methodology, this book traces how the German term Lebensanschauung (lifeview), a key concept in Rudolf Eucken’s life philosophy, constituted a global tide of Counter-Enlightenment that inspired the thought of leading Chinese

Malaysian Cinema in the New Millennium offers a new approach to the study of multiculturalism in cinema by analysing how a new wave of filmmakers champion cultural diversity using cosmopolitan themes. Adrian Lee offers a new inquiry of Malaysian cinema that examines how the ‘Malaysian Digital Indies’ (MDI) have in recent years repositioned Malaysian cinema within the global arena. The book shines a new light on how politics and socioeconomics have influenced new forms and genres of the post-2000s generation of filmmakers, and provides a clear picture of the interactions between commercial cinema and politics and socioeconomics in the first two decades of the new millennium. It also assesses how the MDI movement was successful in creating a transnational cinema by displacing and deterritorialising itself from the context of the national, and illustrates how MDI functions as a site for questioning and proposing a new national identity in the era of advanced global capitalism and new Isla

It is written from an objective, external viewpoint and paints a colourful and lively picture of Sanguinetti in a voice that could almost be his own. Using Sanguinetti' s life experiences, the biographer touches on various historical events, including the Mau Mau revolution in Kenya and the 1957 riots in Hong Kong, and details the social and political problems of the times, such as lingering colonialism, class structure issues, and human rights violations, among others. These glimpses of history through Sanguinetti' s eyes are accessible, thought-provoking, and truly representative of the man himself.Offering a well-rounded image of the eccentric subject, this book fulfils Sanguinetti' s common response to questions about both his personal and professional life — “ more when I know you better” . It will undoubtedly be of interest to those who knew Sanguinetti as well as legal professionals, young barristers, and readers with an interest in post-war history in Gibraltar, Kenya, and espe

深度學習 最佳入門邁向AI專題實戰 ★★★★★【深度學習】★★★★★ ☆☆☆☆☆【理論】+【實作】☆☆☆☆☆ 這是目前市面上講解【深度學習(Deep Learning)】從基礎到應用最完整的書籍，從基礎數學與統計開始，將演算法的原理解釋得更簡易清晰，協助讀者跨入 AI 的門檻，為避免流於空談，盡量增加應用範例，希望能達到即學即用。多位試閱本書內容的專家與學者全部皆給【五顆星】滿分評價。 整本書採用【最新版TensorFlow】+【大量圖片輔助】，+ 【完整理論解說】+【Python程式實作】以原理與實作，講解下列最熱門的AI主題。 ☆【神經網路(NN)】 ☆【卷積神經網路(CNN)】 ☆【物件偵測(YOLO)】 ☆【光學文字辨識(OCR)】 ☆【車牌辨識(ANPR)】 ☆【人臉辨識】 ☆【生成對抗網路 (GAN)】 ☆【深度偽造 (DeepFake)】 ☆【自然語言處理(NLP)】 ☆【聊天機器人(ChatBot)】 ☆【語音辨識(ASR)】 ☆【強化學習(RL)】 讀者只要遵循本書步驟學習相信必可以徹底認識人工智慧、機器學習與深度學習觀念，邁向浩瀚領域。

～ 2022 開發者唯一指定 PyTorch 祕笈！～ 深度學習【必備數學與統計原理】✕【圖表說明】✕【PyTorch 實際應用】 ★ 作者品質保證 ★ 經過眾多專家與學者試閱昭明老師著作皆給【5 顆星】滿分評價！ ～ 從基礎理解到 PyTorch 獨立開發，一氣呵成 ～ 本書專為 AI 開發者奠定扎實基礎，從數學統計 ► 自動微分 ► 梯度下降 ► 神經層，由淺入深介紹深度學習的原理，並透過大量 PyTorch 框架應用實作各種演算法： ● CNN (卷積神經網路) ● YOLO (物件偵測) ● GAN (生成對抗網路) ● DeepFake (深度偽造) ● OCR (光學文字辨識) ● ANPR (車牌辨識) ● ASR (自動語音辨識) ● BERT / Transformer ● 臉部辨識 ● Knowledge Graph (知識圖譜) ● NLP (自然語言處理) ● ChatBot ● RL (強化學習) ● XAI (可解釋的 AI) 本書特色 入門深度學習、實作各種演算法最佳教材！ ★以【統計／數學】為出發點，介紹深度學習必備的數理基礎 ★以【程式設計取代定理證明】，讓離開校園已久的在職者不會看到一堆數學符號就心生恐懼，縮短學習歷程，增進學習樂趣 ★摒棄長篇大論，輔以【大量圖表說明】介紹各種演算法 ★【完整的範例程式】及【各種演算法的延伸應用】！直接可在實際場域應用。 ★介紹日益普及的【演算法與相關套件】的使用 ★介紹 PyTorch 最新版本功能 ★與另一本姊妹作《深度學習–最佳入門邁向 AI 專題實戰》搭配，可同時學會 PyTorch 與 TensorFlow

Mementoes of HMS Tamar abound in Hong Kong, but what is really known about this troopship and her role in the maintenance of British imperial rule? Using logbooks, newspapers, and numerous other sources, this book pieces together the multifaceted and largely unknown history of the Tamar . From her launch into service to her roles as a hospital, theatre stage, and transport for military personnel, the Tamar carried not just people, but also their mundane dreams and ambitions— for friends, families, and staying alive. Any ideas or concerns about sustaining the empire seldom featured in their minds at all, but it was this empire that the Tamar served for seventy-nine years, steaming the equivalent of thirty-two times around the Earth and transporting tens of thousands of people to what would seem to them another world. In this engaging narrative, the Tamar’s exploits and the experiences of her crew and passengers parallel those of the British Empire and its subjects, bringing to life t

What does it mean to be queer in a Confucian society in which kinship roles, ties, and ideologies are of such great importance? This book makes sense of queer cultures in China—a country with one of the largest queer populations in the world—and offers an alternative to Euro-American blueprints of queer individual identity. This book contends that kinship relations must be understood as central to any expression of queer selfhood and culture in contemporary cultural production in China. Using a critical approach—“queering Chinese kinship”—Lin Song scrutinizes the relationship between queerness and family relations, and questions Eurocentric queer culture’s frequent assumption of the separation of queerness from blood family. Offering five case studies of queer representations across a range of media genres, this book also challenges the tendency in current scholarship on Chinese and East Asian queerness to understand queer cultures as predominantly counter-mainstream, marginal, and un

Eros of International Relations: Self-Feminizing and the Claiming of Postcolonial Chineseness is a distinctive work that explores the much-neglected Chinese perspective in broader international relations theory. Using the concept of “self-feminizing”—adoption of a feminine identity to oblige and achieve mutual caring as a relational strategy—this book argues that postcolonial actors have employed gendered identities in order to survive the squeezing pressure of globalization and nationalism in their own ways. Sovereign actors who have historically claimed to act on behalf of Chineseness have taken advantage of the images of femininity thrust upon them by transnational capitalism, the media, or intellectual thought. Shih illustrates the feminist potential for emancipation through a range of empirical examples, showing that women of various Chinese characteristics, acting on behalf of their nation, city, and corporations, reject the masculinization of their groups of belonging as remedy

輕鬆簡單的好書，讓你從入門到高手，掌握機器學習及神經網路的數學、理論與實作！ 本書特色 機器學習唯一的入門書，從完全不懂到開發專案靠這本書就搞定 充分展現出日本書的細膩流暢又簡單清楚 想了解機器學習又怕被數學公式轟炸的AI小白最適合 作者把所有的數學公式都用最簡單的二維平面來處理，是對人腦最直覺的投射 懶人最愛的程式設計環境，Jupyter Notebook，在瀏覽器中就可以執行神經網路 高中文組數學程度就可以100%看得懂的Python程式 雖然簡單但十分詳細的公式推導 L1、L2回歸你我都會用，但這本書卻有完整的來龍去脈，打下神經網路及深度學習的基礎 無監督學習也有詳細說明，K-means和混合高斯模型 使用Tensorflow，每一行程式碼都看得懂，完全沒有不必要細節或玩弄技巧

國內外最具代表性案例，9大專題實戰、15個分類實例 Google Colab、Microsoft Azure兩大雲端應用，人臉辨識、自然語言、文字識別、語音轉換、分析預測、物件自動標示、影像辦識真正實練，從資料收集整理、模型訓練調整，檢測修正到產出全面解秘！ 資料科學(Data Science)技術崛起後，人工智慧(Artificial Intelligence)、機器學習(Machine Learning)與深度學習(Deep Learning)儼然成為電腦科學最熱門的話題。其實，人工智慧的應用早已出現在我們生活周遭，如即時車牌影像辨識，以及智慧型手機中的臉部指紋辨識解鎖、影像轉文字翻譯、智慧語音助理…等。 在人工智慧領域中最重要也最適合作為入門的程式語言非Python莫屬。本書就以TensorFlow、Keras為基底，運用Python進行實作，深入人工智慧技術，掌握機器學習與深度學習的真正強大應用。 程式人、工程師挑戰人工智慧最佳學習地圖由類神經網路基礎到AI應用實戰訓練、模型、預測、辨識、分析與驗證全面深入機器學習與深度學習技術核心 ■打造專屬Python、TensorFlow與Keras最強開發環境。 ■圖解簡化複雜難懂的類神經網路觀念，涵蓋多層感知器(MLP)、卷積神經網路(CNN)與循環神經網路(RNN)。 ■整合最夯的人工智慧雲端開發平台：Google Colab，應用雲端提供的充沛資源，全面提升運算效能。 ■加碼最新的機器學習雲端應用平台：Microsoft Azure，連結功能強大、方向多元的Web API，豐富專業應用領域。 ■顛覆只重視理論或產生結果的傳統機器學習內容，實際挑戰從資料收集與準備、模型訓練與調整、檢測修正到結果產出的最完整機器學習實戰流程。 ■全面深入不同應用面向：印刷文字辨識、手寫文字辨識、遠端圖片分析、本機圖片分析、辨識圖片地標或名人、臉部辨識、人臉比對、語言識別、文字翻譯、黑白照片上色、人臉情緒偵測、圖片物件偵測、人工智慧製作縮圖、圖片場景偵測、汽車型號及年份偵測、自動標示物件、資料走勢預測… ■網羅國內外最具代表性案例：手寫文字辨識、圖片分類、即時匯率分析、文字雲與文章自動摘要、YouTube影片加上字幕、股票走勢分析、臉部辨識登入系統、擷取車牌、即時車牌影像辨識…等，進行有系統而扎實的真正演練。 ■一次領略機器學習與深

St. Stephen’s Girls’ College is one of the many schools run under the auspices of the Anglican Church in Hong Kong. Starting as a tiny missionary school for upper-class Chinese girls and their younger brothers, it has evolved into a large establishment, comprising kindergarten, primary and secondary sections, playing its full part in the public sector of education and now serving a complete socio-economic cross-section of the community. As one of the earliest schools for girls in the territory, St. Stephen’s played a significant role in the opening up of educational opportunities for Chinese girls. This book records the history and development of the school and is written for its 90th Anniversary, using much original source material. The author, who was head of the school for over thirty years, has set this history within the educational, social and political context of the times. This book will be of obvious interest to those who have a connection with the school: council members, t

Appropriate for use by students at varying levels of competence, Burmese: A Cultural Approach provides a thorough and systematic introduction to the Burmese writing system in Part One and a series of true-to-life conversations in Part Two. Students with some prior knowledge of the spoken language but little familiarity with the Burmese script can use Part One to solidify their grasp of the Burmese sound system as well as its orthography. Intrepid beginners could also start their study of the language by making use of Part One. Doing so would mean making a slower start at formulating phrases as compared to using a romanization system but learners would gain a firmer foundation for the later—and eventually, faster—development of their speaking and reading skills. The conversations in Part Two are extensively annotated in order to illustrate grammatical patterns, characteristic turns of phrase, and typical habits of social interaction. True to an anthropological approach to language le

本书主要内容包括人工智能起源发展，特别是新一代人工智能的驱动因素和关键技术，并介绍通过Python编程语言的学习和数据统计、*优化方法等理论学习掌握人工智能的开发工具和方法。进而引出深度学习与神经网络、GPU并行计算与CUDA编程等新一代人工智能的核心技术和方法，对于以往较为忽视的数据采集与数据集制作部分专门做一章节来介绍。*后以TensorFlow为平台，通过各种与实际生产生活联系紧密的热点应用为案例改编为实验，达到提升创新素养和提高技能水平的人才培养目标。 汇聚新一代人工智能核心技术!全面掌握从理论到应用、从数据到模型、从编程语言到案例实现的全过程! 中国智慧城市专家委员会首席科学家 刘志刚 作序！ 汇聚新一代人工智能核心技术全面掌握从理论到应用、从数据到模型、从编程语言到案例实现的全过程